- DBN fixes
- batch sample inside training loop
- implemented RbmComponent stacking

git-svn-id: http://moon:8086/svn/software/trunk/projects/RBM@296 b431acfa-c32f-4a4a-93f1-934dc6c82436
This commit is contained in:
2016-06-18 17:57:32 +00:00
parent 46bffda38f
commit 1705287e37
5 changed files with 117 additions and 44 deletions
+63 -7
View File
@@ -27,13 +27,30 @@
//[/Headers]
class IRbm
class IRbmComponent
{
public:
IRbm() {}
virtual ~IRbm()
IRbmComponent *upper;
IRbmComponent *lower;
IRbmComponent()
: upper(nullptr)
, lower(nullptr)
{}
virtual ~IRbmComponent()
{
}
virtual void batchchanged() = 0;
virtual void toHidden(RowVectorXd &h, RowVectorXd const &v) = 0;
virtual void toVisible(RowVectorXd &v, RowVectorXd const &h) = 0;
virtual void downPass(RowVectorXd &h) = 0;
virtual void upPass(RowVectorXd const &v) = 0;
void registerRbm(IRbmComponent *pObj)
{
lower = pObj;
pObj->upper = this;
}
};
class RbmComponentListener
@@ -43,7 +60,7 @@ public:
virtual ~RbmComponentListener()
{
}
virtual void onRbmEpochTrained(size_t progressPercent) = 0;
virtual void onProgressChanged(size_t progressPercent) = 0;
};
@@ -57,7 +74,8 @@ public:
*/
class RbmComponent : public Component,
public RbmListener,
public DrawListener
public DrawListener,
public IRbmComponent
{
public:
//==============================================================================
@@ -94,7 +112,7 @@ public:
void setMuWeights(double value);
void setMuSparsity(double value);
void setMomentum(double value);
void batchchanged();
void batchchanged() override;
void setWeightsIndex(size_t index);
size_t getWeightsIndex();
@@ -117,6 +135,44 @@ public:
return m_pRbm->params();
}
void reconstructVisible(RowVectorXd& dst, const RowVectorXd& src)
{
toHidden(DrawHidden->getData(), src);
toVisible(dst, DrawHidden->getData());
DrawHidden->DrawData();
}
void toVisible(RowVectorXd &v, RowVectorXd const &h) override
{
m_pRbm->toVisible(v, h);
}
void toHidden(RowVectorXd &h, RowVectorXd const &v) override
{
m_pRbm->toHidden(h, v);
if (lower)
{
lower->downPass(h);
}
}
void downPass(RowVectorXd& h) override
{
toHidden(DrawHidden->getData(), h);
m_pRbm->toVisible(h, DrawHidden->getData());
DrawHidden->DrawData();
}
void upPass(RowVectorXd const &h) override
{
toVisible(DrawReconstruction->getData(), h);
DrawReconstruction->DrawData();
if (upper)
{
upper->upPass(DrawReconstruction->getData());
}
}
private:
//[UserVariables] -- You can add your own custom variables in this section.
ScopedPointer<Rbm> m_pRbm;
@@ -129,7 +185,7 @@ private:
ScopedPointer<DrawComponent> DrawHidden;
size_t m_currWeightIndexToDraw;
size_t m_currTrainingIndexToDraw;
void onEpochTrained(const Rbm &obj) override;
void onProgressChanged(const Rbm &obj) override;
void onDraw(DrawComponent &obj) override;
//[/UserVariables]